{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from PyFVCOM.read import MFileReader\n",
    "from PyFVCOM.plot import Time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Multiple output files can be loaded with MFileReader.\n",
    "files = ['sample_april.nc', 'sample_may.nc', 'sample_june.nc']\n",
    "\n",
    "# Positions we're interested in plotting. The find_nearest_point \n",
    "# function will find the closest node in the unstructured grid.\n",
    "xy = np.array(((-4.5, 55), (-6.9, 52)))  # lon, lat pairs\n",
    "\n",
    "# Extract only the surface layer for the plot.\n",
    "dims = {'siglay': [0]}\n",
    "\n",
    "# Our variables of interest.\n",
    "varlist = ['temp']\n",
    "\n",
    "fvcom = MFileReader(files, variables=varlist, dims=dims)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Find the nodes in the grid closest to the positions we're interested in plotting.\n",
    "indices = [fvcom.closest_node(i) for i in xy]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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eGKNtOnSA117LWlsmO/vsI6tQqq/y6QieKPYmVcxFOoKnqFC1qiwVIejF/YQT\n5HLWtm3ccnH00amtXYlMmKD4rF9+gTlz5Dr22WcK6gdZdYYOhQcekLiqUkXZ0449Vv1jxigBRTJ3\nwr/+deevd1eSW4KCZOR2G0uHEH7L3hhCWA6k0OhZth0OrErS9ShwUzrHcBzHcRzHcZIzZoziP6ZO\nheOPh+efj/dt2KDsWe3a6et94hf8Dh3k5pTqizroq3sqomQFqQRPlJ0t1Vf5vUnwRCTej/r1VdOm\nZ08J2PPOyz0uB7RNlCXv6qtVYPaWW+Sa2KWLrD8TJsgN7Oabtf0HH8itLio0msydrSiRm4WnopmV\nCCFsTWw0s5JACq2fGjPrASwIIUyyvNijHMdxHMdxnCzMmKH5p58qocDYsXKPqlNH9XGigqKtW8t9\nKuKIIzTfkS/miUSCJ5VgSSfZQMeO8cKmeytHH636NZs3K1ZqxAgJl44d4dJLZbFp1y6rCJ09W+uJ\n9/8vf1Hb778rK1/x4gr2B4msLl3g8suVerpdO9WyefPN3Xutu5PcBM9/gefN7K8hhA0AZlYOeCLW\nl2fMrAxwG5AYA5RS9dx1113/W87IyCAjI2NHTu04juM4jrNHsXQpXH+9UvZWrJh8m5kzFeT94Yeq\nOF+pkmqbPPec3Nk6dky+X7t2mnftunNjjALZU7mrtW0rK0MqmjbVy/7eTqVKmvfqpaQGy5fL1WzM\nGK3PnatU4pHAmTBB7mjZOfNMzVu2lCjulS0q/8orJaCeeUbre5qFZ8iQIQwZMiStbS2kKDNrZiWA\ne4FLicfa1ANeBPqGELakdRKz+sDAEEJLMzsY+Br4HQmd/YFFQPsQwnYJ+cwspBqj4ziO4zhOUeXV\nV+HCC+HLLxWQbrZ9nEWrVrKgfP216pMcf7yC+5cuhVNP1YvtqacmP/6KFbm7rKXDhg2pExI4eWfi\nRMXYlCwp60wUS3PVVbLcDBig9b59FQt07715P8egQYonat9erm57suOVmRFCSHoFuaWl3hpCuBWo\nC1wcm+qFEG5NFDtpZGyz2EQIYXIIYd8QwgEhhIbAQqBVMrHjOI7jOI5TlFm6VIUUc2LkSM2nTlVy\ngE6d9HIbEYIsPFHdkmOOkcXl4IP1MjtiROr0vbtC7ICLnfygZUvF2nTtGv99QYkHhgyRGLrmGrky\nHn30jp2ja1dZ+qLkCUWVlBaetA9iNjaE0DqHvjeADKAasAy4M4TQP6F/NtA2hLAyh/3dwuM4juM4\nTpHETLHQ+LRxAAAgAElEQVQZiYkGEmndWkJnyRJYvRq2bpXVp0MH9S9dqho7y5bJbalpU7U/8QT0\n7w8bN0osOUWLxYtVCPRf/5JgHjYsa+2avZFUFp5dJXjGhRBa5b7lDh3bBY/jOI7jOEUSMzjsMMXf\nbNiQtejnpk2K0/j4Y6UtvuoqFadcvlyCBvSie/PNsuQksmSJLD0XXyzh4xRdirp1Jl122KUtD7gi\ncRzHcRzHyQObNmm+Zg107664m1mz4v1TpqhGTpcuUK+eilSecQZ88kl8v5tvVjav7NSuDe+9B3//\ne/5fh1OwuNjJndyytDmO4ziO4zj5wMKFSsM8Z47Wb78dHn0UnnpK6+PGyfpTqpSKUoK+5q9fr30u\nv1w1dO64I/nxzzgj/6/BcfYEdpWFZ+4uOo7jOI7jOM5ewYwZ0KyZCk7Wrq1CkAMHxpMSjB6dtVAo\n6Gt+RgY89pjSE/fv7wkDHCc30hI8ZnammVWILd9uZv81s/8lKQghnJ5fA3Qcx3EcxynMDB4MX3yR\nepvMzO3bZsyQhWbsWNXLOeggFYicMgWmTZNL2mmnbb9f796K4TnkEG3vOE5q0nVp6xtCeNfMOgLH\nAQ8CzwAd8m1kjuM4juM4hZx16xR/s2mTkg6ULbv9Np98Aj16KFtalEUNYPJkpY+uWlUTqEjoyJHw\n1ltw003K0Jadbt2UpKBChfy5JscpaqTr0hZliD8JeC6E8ClQKn+G5DiO4ziOs2fw5ZdKKtC5M3z3\nXfJtnn9e1pu7787aPmGCYnQSad8eRo2S1efii3M+7+GHK8mB4zi5k67gWWRm/YCzgM/MrHQe9nUc\nx3EcxymSfP+9in0eeaSESjKGDYOPPoJvv4WJE9W2bZssPC1bZt22Qwd44QUJpFq18nfsjrO3kK5o\nOQsYBHQLIawGqgI35duoHMdxHMdx9gCmT5ebWrt2SjKQnVWrVCz0wAPhkkvgzTfVPnUq1KwJlSpl\n3b5tW3j9dQkkx3F2DWkJnhDC78CvQMdY01ZgRn4NynEcx3EcpzDw4ouaciJKPNC+vQRPZiZs3qy+\nIUPUvm6dsqt17Khtvv0W/vQn6NVr++OZwXnnQfXq+XI5jrNXYiHkXjPUzO4E2gJNQwhNzKwO8G4I\n4ah8H6BZSGeMjuM4juM4eWHlSjjnHHj//eQJALZuhZIltbx5c3wZFGPz2Wdw772wejWULg2HHqo0\n0q+8AtddJ3e39u2hSRO49lpYskRJCtq3V8zPjTdmPabjODuOmRFCSFqGNV3BMx5oBYwNIbSKtU0M\nIbRMvefO44LHcRzHcZz84JFH4IYbJFAuuGD7/ilTlBa6YkVt27lzvK9bNxg0SMvRa8qoUUom0Lmz\n0kovW6bsbaUS0jx16aIU1KNGyX3NcZxdQyrBk24Mz+aY6gixA3qJK8dxHMdx9mi+/VZuZa++mrx/\n8mTVuunYcfuEBNOmKfvaU0/F2zp0kHtbq1aqzTNkSFaxA/C3v8ntrW7dXXopjuOkIN06PO/EsrRV\nNrPLgN7A8/k3LMdxHMdxnPxl2jTVu+naVe5p3btn7Y/q5BxwgKw5W7fCN98olfSqVUpCkL3w5znn\nKIlB8+bJz3nqqdC3L9SokT/X5DjO9qTl0gZgZscDJwAGDAohfJWfA0s4r7u0OY7jOI6zS9myRXE7\na9YoHufUU+GrrxSHE3H66XEBc9hh0KgRzJoFlStDRgZ88EGBDd9xnGzsCpc2gOlI6NwIfG9mXt/X\ncRzHcZw9ktmzYf/9lWzgiCPgyiuhf/+s20QWnshaM2sWnHyyxFLv3rt/zI7j7BhpCZ6YG9t7QL9Y\n037Ah/k1KMdxHMdxnJ1lxAj4+efkfdOnK3taxIUXwhtvwIYNWt+4ERYsUExOyZKwdq3a27WD9euh\nR4/8HbvjOLuOdC08VwNHAWsBQggzgJr5NSjHcRzHcZydYdUqOPJIuagNHLh9f3bB06iRMqj95z+w\nbZuyth1xRDxtdIUKsGgR3H777hm/4zi7jnSTFmwKIWw2k1ucmZUglrHNcRzHcRynsDFkiFJH9+2r\n1NIff6wsahHTp2eN1wG45x7o1Ekua0uXKkFBInXq5PuwHcfJB9K18HxnZn2AMrHkBe8CSb6XOI7j\nOI7jFDxjx8r97Mgj4ZZb4Omns/b/8ouSESTSrBlcdhncdhvcf7/iexzH2fNJt/BoMeDPJGRpA17Y\nHenTPEub4zhO4WDrVqXgtaQ5cByncHHSSRIvPXvCihVyXxsxAsqWhTZt4NdfYeVKqFIl637btsn6\nc9BBBTNux3F2jFRZ2nIVPGZWHHglhHB+fgwuN1zwOI7jFDyZmRI7b70FZ59d0KNxnNypUwdGjoR6\n9bT+5JMqMNqmjeJ79t0XHnusYMfoOM6uI5XgyTWGJ4Swzczqm1mpEMLmXT88x3Ecp7CzeLHmixYV\n7DgcJ+Kdd2DAAKhZE559FvbZJ97322/Ksla3brztr3+FUaMken75JWuf4zhFm3RjeGaj2jt9zezv\n0ZSfA3Mcx3EKD/Pmab50acGOwykaZGbmvs3vv0NODh4hwE03KYvauHESPIlMmQItWmR1vzSD116D\ndetc7DjO3ka6gmcW8Els+woJk+M4jlME2LwZ5s7NuT8SPEuW7JbhOEWY1avlHjlyZM7bLFsG5crB\nqafChAnb90+ZomPcfjv06wdPPKHYG1Bx0FdfVcHQZHgMmuPsfaQleEII/0g25ffgHMdxnN3D1VdD\nw4Y598+dC61aSfD8+KMCv594Yvttrrwy7v7mOMkYMkTzI46Au+5Kvs1LL0mwLF6s5ewMH66aOWZw\n+OFQqxa8/rqSEGRkaJ8WLfLpAhzH2eNIN0vbQLavu7MGGAP0CyH8kQ9ji87tSQscx3HymS5dYOjQ\neCa27Fxxhdq/+07ZrxYuhK+/lsgpW1bbXHghfPQRXHIJPPSQZ3TbW+nXT1nOnn8e1q7dvv+aa/Rs\nDBkCc+bI4pP9OTn5ZLj4YhUDPeccmDYta/9FF8FRR8Hll2t97Fjo2lUiqkLM/+S++6B+/V19dY7j\nFFZSJS3ISwzPeuD52LQWWAc0ia2nOvmLZrbMzCYmtP3bzH4xs/Fm9r6ZVUxzHI7jOE4+sHy55jm5\nrM2bp6KNS5boJbZTJzjsMBg0SP0rV6qw4/PPw/jx0Ls31K6tAo7O3sVf/gKPPKJYmWS//zffwJ/+\npNib6tVh0qSs/evXw7BhcPTRKgy6erWEUSIjR0rcRLRuLaG1ahXce6+sPS52HMeJSFfwHBlCOC+E\nMDA2/QloF0K4Gmidy779ga7Z2r4EWoQQDgNmAP+Xp1E7juM4u4wQ9EJZty6sWZN8m19+UQHH9esl\njipU0Pro0ep/4w3o3l2iaOZMZXNbtkwvns7ewx9/QKVK8M9/Ku3zrFnxvgcfhJdflmhu1UpWnZNP\nhoGxMubr18sd7b339GxVqwbFislyEwnrjRtl7VmwYPs6OaefLqGUyjXTcZy9k3QFT3kzqxetxJbL\nx1ZTpqoOIQwHVmVr+zqEEOVoGQnsn+Y4HMdxnB3gvvtyFjNRgPh+++lr+hFHyJ0oYt06pfk94ABZ\nbaZPl+Bp1SoeUP7ZZ3DGGbD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sIyvA9dfr5fXVV1WPpnv37Y934okSRRkZu2X4BcbQocoQ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CumvBSmmBIRERGpWBYt8q46uyprmFRMXbrA5MmwdSvUyPebdyU2dap3SQOoVg1at/a5c7p0geXL\nfdm++xbepkcPD4AOOaTkGdjykW+WtlnAW9H6dRM3EREREclAGdoEoG5db7H44ovyrkn+tmyBwYNL\nvl0InmQgOU9O27apbG1ffOFJHCytb1ePHvDxx/DRR2UT8OQVZ4YQbi/9Q4uIiIhUXfPmKeARF3dr\n69ixvGuSn3/+01tpPvnEx9fk64svPOhp1Sq1rG1b7+YGHvgcemjR7Ro3hr33hkce8aQHpS2vFh4z\nG2Jmb6bd/mFmvzSzvUq/WiIiIiKV26xZ3p1HpFs3Dx4qizjoGDEi+zrr18MTT6TG52zeDFdf7emo\nky04ffp4a1E8fqddu8z7e/BBuPbakgVY+cq3S9tsYD2epe0JYC2wDmjLjmduExEREamyZs+GgzVS\nWYDvftfno6ksvvgCzj/fu6dlc/PNnmr7tts8mPn5z6FOHbjppsLrfec7HhxNmOAtPNkCnrPO8nl5\n0ru7lYZ8h04dE0I4MvF8iJmNDSEcaWaTS79aIiIiIhWfmXdVOvzwomWzZu0+c69Ibl27wurVlScI\nnj8ffvITGDgwc/n69fDcc94S1KePPx850sfgpCfpqFYNLr4Ynn3WA6lMXdrKWr4tPHub2be9UKPH\ne0dPN5d6rUREREQquGXRdOmDBnlK3XTq0iaxatWgVy+fbLMyWLIEevf27GpbthQt/+c//fV06+at\nMm++6d3W6mZJaXbxxT4vz6xZ5RPw5dvC8yvgQzObhc+Z0wq4yszqAM+UVeVEREREKqo469Yf/+i3\nUaPg6KN92dq1PrZBc/BIrGNHT09d0W3Y4EFOo0Z+W7as8Lw4W7fCn/7k43fAg5mLL869zzZt4P77\nfds9dmhmz52Tb5a2oWbWBjgUD3i+CCF8HRU/UFaVExEREamoVqyAM87wsQwjRvgXwDjgGTvWuzGV\nxXgEqZw6doSnnirvWhRv6VIP1M18HqklSwoHPM884+W9epVsv9dcU7r1LIm8Ah4zqw1cC7QMIfzY\nzNqYWbsQwltlWz0RERGRimnlSp9AsUcPTz992GHwf/8HtWvDe+/5YG2RWIcO8Pnn5V2L4i1dCgcc\n4I8bN4Yvv/THq1d7K82jj3oChsoUzOfbpe1pYBwQ/W7BQuBlfDJSERERkd1OHPCA/xJ+9NFw/fXQ\nsiU8/XTlysolZa91a28tWb/e55ypaDZu9GAnGfDELTwAl1/uY5FefNHH7lQm+SYtaB1CuBfYAhBC\n2IR3bRMRERHZLa1Y4WMcYo884l8Ily/3x507l1/dpOKpXt0n4Zw2rbxrUlQI8MMfwoUXeoATjz2L\nW3iWLIH33/dMa717l29dd0S+Ac9mM6sFBAAzaw18k8+GZvakmS01s4mJZXeY2Wdm9qmZ/cfMNKRP\nREREKpWVKwsHPAcdBA895AkMzj673KolFVj79jB16o5t+9JLPlfN2rWlWyfwrGvz58OkSX6fbOH5\n8ksYMwZ69oRatUr/2LtCvgHPbcB/gOZm9k/gPeDXeW77NHBK2rJ7QwhdQghdgX9F+xcRERGpNNID\nHpHitG8PU6bs2LZ33umTd/7lL6VbJ4B//ANuvNFbdEaOhObNfXnjxt66M3585evGlpRXwBNCeBf4\nPnAp8DxwRAhheJ7bfgisSlu2PvG0DrA9n32JiIiI7Eq33+5fUr/6qmiZAh4pqQ4dPHhIt2mTj50J\nIfN2CxbAokUemAwalH29HbFqlc8jddppPv5sxAi/h1QLz7hx0L176R1zV8sZ8JhZt/gGtAS+BBYD\nLaJlO8zMfm9m84F+wK07sy8RERGRHfHyy9kzZ23YAH/+s2dge+yxouXJpAUi+Tj1VA94kt3atmyB\nE07w1pTzzss80efQoXDKKXDccZ5cYNKkouvccw/cdVfJg6Fx46BLF6hTx7tlhpAKeKpKC09xWdru\ni+73Ao4APsOTFXQGPiGVta3EQgi/BX5rZjcAPwcGZlt34MBUUUFBAQUFBTt6WBERERHAfzE//3zo\n1AkmTixaPmaM/yJ/++3Qvz/cdFPhVLxq4ZGSqlPH523q08fHxDz7LNxxBzRsCF9/Deec48kDBg2C\nGolv6W+84ZN7mkG/fp4UIxmEz50Lf/iDz5dTty5cfXX2OoweDVdeCYMHw8EHw6efpoKZI47wDINt\n2/rzAw/0fe+zjwf+Fcnw4cMZPnx4Xuva/2/vrMOkKts//r1pKQGLDgkDJCUE0QVBEASRUEFFwEAM\nVOwiLNAXsV4TFfSHGIQKIikuEiLdHcLSqLT03r8/vue8c3b2zDC7O8Oyw/25rnPNzPOceOY8E+d7\n7tIIZKCIjAbQR1WXOq+rAOirqu0jOohIGQBjVTVVvhIRKQ1gnKpeEWJbjWSMhmEYhmEYaeGrr4DR\noylsJk6kuPHSvz8zsQ0cCFxyCQsuuoVFk5NZMf7IkZQXpoZxKlTpNvbKK/wcrVxJC8pFF/HzdNNN\nwAUX8POWPTvd2apX52PevBTaZcrwMXdu7nPYMIqi116jkFqxIpB4IJhrr6VV84EHgJdfZma25s0p\n6pOT6cLmLTQqwiK6fq54ZxIiAlX1zSIdadKCS1yxAwCqugzAZWkZAzxprEWkgqfvJgDpzFdhGIZh\nGIaRPjZsAC69FLjtNuDrr1P3r1gBVKnCC7677uIFqMvevaylYmLHSCsiwDXX0EqTnEy3Slec5MkD\n/PADsGsXrS0TJgC9e9O6kzcv1znvPBa5/fnnwD5//x2oXx+oWJGfVY9zVArmzAE2baJ158cf2ea1\n8GTLllLsAMBPPwGffx61t58pRGrh+RrAIQDDwNTUdwDIr6odI9h2OIAEAOcB2AlmZGsJ4BIAJwFs\nAnC/qm4Psb1ZeAzDMAzDiDpduzImokYNxk6sW5fSZe3KK4H//pd3zDdv5nqbNlHorF3Lu+Lr12fe\n+I34RZWi5NVX6VY2fDhQqFCg/9tv6Xo2YQJf16hBF7e6dWmVrFgRWL4cKF6csWg33QTkzAls2QJ0\n6wb07Ml17rmHlqZ9+9iflQln4YlU8OQB0APANU7TbwA+VNUjURtl6GOb4DEMwzAMI+pcey3vhCck\n0NLz5Ze8YAR4571gQcb5nHsu27p2ZazFoEGMg3jkEbrDGcbpZu9efmbr1WM8Trt2zCSYKxf7H36Y\n8UIDBgBvvw1MngzccQcwbx5jhvLlC1h26tbl5zmrk2HBk5mY4DEMwzAMIxaUKgXMmMF4iH79mJ73\n7bfZt2kTXYS2bg2sv3YtRdLWrcC4cXRJ8roVGcbp5OBBxqE9/jhTSn/3XaBv40ZaKFev5uM331Ac\nBfPii0w33abN6Rt3rEi34BGRsQA+ATBBVY8H9V0M1uX5U1Vj5tlngscwDMMwjGhz7BizWf37LwPD\n16yhmNmyha8nTGCygilTAtuoMr5h5kxg0iTeLR88OPPeg2EATGOdI0dKd0yAyQhmz2bCDdf1LZ7J\nSNKCewE0BLBKROaKyM8iMlVENgL4GMD8WIodwzAMwzCMWLBzJ2voZM/O15UqUcy4WW5XrGDBUS8i\nQIMGFDxbt6YO7jaMzCBnztRiBwDefJMprL3JNs5WwuYWUdUdAJ4C8JSIlAVQDMBhAGtU9d+Yj84w\nDMMwDCMG7NyZOm1vx44MBr/uOqYK9iu0WL8+MGsW0wdfle5qhIYRe4oXZ9IDI/K01FDVP1X1d1Vd\nZGLHMAzDMIysjJ/gadGCrmqq/hYeIGDhWb06UJzRMIwzm4gFj2EYhmGcit27GfR98mRmj8QwwuMn\neC69lLE969axMGOVKqm3q1GD/bNm+fcbhnHmYYLHMAzDiBqDBgGPPcaaEYZxJrNrV2rBI8LaOv36\nAUWLMsYnmJw5gbJlgSJFWADSMIwzn4gFj4icIyKXxHIwhmEYRtYmMRHo0iVQwdswzlT8LDwAcP/9\nTPXbpUvobWfMABYtitnQDMOIMmGTFriISCsAAwHkAlBORKoDeElVW8dycIZhGEbWYt064OOPgWuu\nYY2I/Pkze0SG4c/Onaw/EkydOqxUX6RI6G0LF+ZiGEbWIFILT18AdQDsBQBVXQSgbGyGZBiGYZyJ\nHDsGvPUWH/3Yt4+Zq664glW/u3ZlcUYrpWZkBv/3f+E/e6EsPABd1fzS/BqGkTWJVPCcUNV9MR2J\nYRiGcUYzfDjQq1fo+JxNm4DSpXmh+M47wI4dwI03pqz+bRing23bgM6dgaSk0OuEEzyGYcQXkQqe\nZSLSCUB2EakoIu8BmBXJhiLymYjsFJElnrY3RGSliCwSkVEiUjAdYzcMwzBOI5MnswZJqIrdW7YA\npUrxef78wPTpwPjxQP/+p2+MhgEA8+bx8ZdfQq9jgscwzh4iFTwPA6gM4CiA4QD2AXg0wm2HAGgW\n1DYJQGVVrQ5gLYBnI9yXYRiGESN+/BH46afQ/cuXAw88AMyd69+flASULJmyrUkTFnA8ejR64zSM\nU7F1Kx9fe82//8QJYO9e/yxshmHEH6cUPCKSHUxQ8Lyq1naWF1T1SCQHUNUZAPYEtU1R1WTn5WwA\nJVNtaBiGYZxW2rUDWrUCRo9O3ZecDKxZA7RsCWzfDuzfn3odr4XHJUcOoEQJYPPm2IzZMPzYvRt4\n9llgzx5+Lv36ixQBsmc//WMzDOP0c0rBo6onAVwdwzF0AzA+hvs3DMOIe44eBVq3BubMSd/2x49T\nnMyaBdx7LxMQeNm8mYHchQoBdesC06YBS5fyotJNYuBn4QGAcuWA9evTNy7DCMWsWbTU+LF7N93V\nGjcGpkxJ3b9rF3DhhbEdn2EYZw4RpaUGsFBExgAYAeCQ26iqPvcBI0dEngdwXFXDlqjr27fv/54n\nJCQgISEhI4c1DMOIO8aPB8aOpVCZNi3t22/YQEvMVVex8OLgwcATTwT6V61iFXoAaN+e2dqSknhh\nWaYMa5f4WXgAoFo11ixp3jx9783IeiQnA0uWANWrx+4YbdoA334LNGqUum/3bn6Wmzbl96JzZyCb\n5xavxe8YRtYnMTERiYmJEa0bqeDJA+BvAI09bQog3YJHRO4C0CJon754BY9hGIaRmhUrgEceAYYM\nAf7+O+0V4FevDgiaxx8Hrr+eoufJJ4F77kkpeLp0AT75hBeTN9/Mdbp3D23hufJK4PvvA6+TkwN3\n4I34Q5XxYG3bct7btIn+Mfbs4Wdo9uzQgueCCxhD9sEHzBY4blwg1bQJHsPI+gQbQfr16xdy3YiS\nFqhqV5+lWxrGJM7CFyLNATwFoLWqWiirYRhGBlm/Hrj8chZSDJVUIByrVwOXXMLnNWsCo0YBPXsC\nzzxDAeUVPPnyAYsX80LyuuuYfjopKbSFp1atQNasmTOBokWBsmWB555LXSdl3DheJH/8MbB2bcq+\no0eBhATgqafS/v6M08PzzwOVKlEQ33or0Lt3bI6zZg0fZ8/273cFz4UX8rO3dSswZkyg3wSPYZxd\nRCR4RGSIiHwevES47XAwhXUlEdksIl0BvAcgP4DJIrJARD5I9zswDMMwsGEDcPHFQO3aoQXPmjVA\nxYr+mdhWrQoIHgC49lrgwQeBevWAqVOBZcuAyy5LvV22bHRbSkxkDFCBAqnXqVgROHSI9XjatQO+\n+IICaepUFic9eZLr/fIL78S3bQu8/DLH8+uvgf3MnctaP0OHAnfeycWNJzIyn7VrKVQPHWLq8sGD\nGfu1e3f0j7VmDXD11cDvv/sXF3UFD8DEBK++CrzwQmDdrVvpwmkYxtlBpGmpfwIwzll+AVAQwMFI\nNlTVTqpaXFVzq2ppVR2iqhVVtYyq1nSWB9I3fMMwDAMICJ46dUInLnj0UVpX/FL1Ll8OVKmSur1x\nY94ZX7SI+/ajWjW6MJUp49+fLRutMq++Crz+OnDDDUwH/MsvHPegQcCBA3Sd++AD1u1JSgK++irl\nReq8eUCLFhRMDRtyvJ06AR06ABs3cp0JE2hFMk4/H30E3Hcfz/+YMRS/NWsCCxdG/1hr1tC6mDNn\nakugKvDXXylTTrdsSQuhezMgKcnfGmkYRnwSUQyPqo7yvhaRrwHMiMmIDMMwjGtUS8MAACAASURB\nVDRx7BjdykqXZozCY4+lXmf5cgaRr1rFC73t24FixdiXnMz+ypVTb9esGWN62rdnMVE/qlYF3niD\nLkyheOKJlEkQALrGDRlCK82vvzIWo0ePQP8tt9DSM2kSxzFvHi9yb7gh5X727AEefpgX3DfcAOTJ\nw5imcuVCj8eIPhMmAF9+yfPunvty5YA//wys437WrrgiY8dKSqIVsnt3fn7atgXeeYef0T17gLx5\ngdy5A+uLUBx//TWF+5Yt/vFmhmHEJ5FaeIKpCMASOhqGYZwBbN4MFC9Ol7IyZYB//kmdVvrnn5m2\nOn9+Wkl+/DHl9ueey5TTwVSuDEyfDnz2WejjX+0ULqhaNe1jL1+eoqdSJeDtt1P2Zc9Oa1T37owj\nmjOHCRCCefZZusVVqgS8+CKTKLz8ctrHYqSfvXvpblitWsr2MmXY7jJoED8nu3bxdfv2wN13p/14\n27fTWtm7NwvbbtpEiyAAbNvm7652442BFNUmeAzj7CLSGJ4DIrLfXQCMBfB0bIdmGIZhRMKmTUwC\nANB97PLLeRfdy4QJgbTQN9+cUvAsXervzuZy9dVAwYKh+8uUoQvTo4+ma/ho1Ypix+8YbdrQuvP8\n87xIvvzy1Ovkzs3Uw4sWAf36cRwjR6YWfUZ0OHKE8VUffxxomzuXySlyBPmNBAueb7+l0GjVitaW\nUaPoopicjJDMnEnXRy87dgQslEWL0jroHidUfE716rQ27d7Nz5K7vWEY8U+kWdoKqGpBz1Ip2M3N\nMAzDyBw2bUoZP1O5ckrBc+AArSONnSIA11zDYG/3InPqVMbEZIRWrehGFAsef5wX17fdRquPHzly\n0MIjAhQpAtSvzxghI/pMn07R8Nxz/GwBFDx+MV5ewXPoEF0Nf/iBYqNTJ+COO+iK6WZdC+boUQru\nN95I2e5aeFxKlz614MmRg+5vo0YxoUHOnGl734ZhZF0itfCk+tvwazMMwzBOP3/+mVLwVKnCrGou\ns2YxeNyNwbnwQsZWjB3L4O7hw5k97UylUiW6tL3/fuTb1K8P/PFH7MZ0NjNjBgvNNmoEDBvGtlWr\n/K1vXsGzfDktQ7VqAZ87eV5btGC6c2/igVmz6H4GBBJwrFwZ6D9+nHE6bhY2AKhQIbBOuAxsV1/N\nY5cvn7b3bBhG1ias4BGRPCJSBMD5IlJYRIo4S1kAxU/HAA3DMIzwBFt4ggXP779TAHjp3ZuubXXq\nsJCoW2PnTKVIkdDWHT/q1aOFZ9u22I3pbGXpUsbq9OjBrHqqKes4eSlZku5nx49TmF98MduLFKFb\nWceOFN9ulj2AsTjjxtGNbdEiZljzCqJduyh2vJ+HmjW5zj//hBc811xDa1TNmhk+DYZhZCFOZeHp\nDmA+gEudR3f5EUAa7rUZhmEYsSLYwhPs0jZ7NgWAlzZt6Jo0eDDTQMcbdeoA8+fzYnrLlsweTdZG\nlTFfrnhctIiCp3FjukVOnZq6jpNLzpws8Ll1K0WNG2sGBCw0wYJnwwZu07MnM/Ndfz2FzOHD7A92\nZwMYx9WiBWOEwgmea68FrroKuOuudJ0KwzCyKGEFj6q+o6rlADyhqherajlnqaaq/z1NYzQMwzBC\noMp0096kAyVKMLB8925ekP7xR2rBIwI0aMA0z9nSm6/zDKZQIeDECdb2CZdhzjg1mzZRINetS2Gy\nd28gXurOO4FPP6WwOe88/+1dt7aNG/1ThRcvntISt24dLUdJSUxzffXVTKXuusZ5ExZ46daN7mrr\n16cUVl6yZ6fLXI0aaToFhmFkcSJNWvCeiFQRkVtEpLO7xHpwhmEYRnjWr2eBx4suCrSJBKw8q1cD\nhQun7D9byJ6dKa0HD6b4iRWbN9PqEK+sWAE0bUqRULs26y25Ivmaa4Bvvgmf5a9sWVohwwke9/wd\nP87z2bIl8OabzCxYvTpd47Zu5TreGlJemjTh92HlSuCyyzLyjg3DiDciTVrQB8B7ztIIwBsAWsdw\nXIZhGEYEzJ3Li9BgKlfmherUqbwoPVupWpUWhrFjA21jx9IyoZrx/avS8nHJJYGMZfHGihVMSDBy\nJOvYvPtuoM+ti+T3GXRxLTx//ulveSlWLCB4Nm/m69y5KWDGj6e4KlEiYAXyc2kDKHDvv58iKVeu\n9LxTwzDilRynXgUA0B5ANQALVbWriFwEYFjshmUYhmFEwm+/pXZXAxhj8dhjwPnnp6yXcjby+ONA\nr150ZerQAXjgAcb1PPUUcMUVGdv3qlVAnjysFdS7N/DWW9EZ85nEihX8jOXKRWuLl1y5GCvlF7/j\nUqYME2d460V5cQWPKt3ZKlRIvU7x4gELz44dFPR+vPZaRG/JMIyzjEg9tw+rajKAEyJSEMAuAKUi\n2VBEPhORnSKyxNPWXkSWichJEbFcKYZhGOngyBHg+++Bm25K3dejB/Drr8B//kP3oLOZm28GBg3i\nxXnjxoxbuv12WsfCcewY0LUrxYwbMB/MlCnc38CBLKTpLegaL7gWnlDUrAnkyxe6v1w5is1Chfxr\nNRUoQLFz4EBowVOiREDwbN1KAWQYhhEpkQqeeSJSCMBgMEvbAgC/R7jtEADNgtqWArgZwLQI92EY\nhmEEMXQoXYoqVUrdly0bU1F36sSYnrMZEYqeV19l6uJPPqEFzJu624+PPmLcSd68QMWKrF/0228p\n1/nlF7penX8+xc7dd9P160xm1arIY5pUKXgyEhNToQILi/rF7wCcH9fKE4ng2byZhUYNwzAi5ZSC\nR0QEQH9V3auqHwFoCuAuVe0ayQFUdQaAPUFtq1V1LYCz/G/YMAwjfajSqvDMM5k9kqxFsWK09Fx6\nKS/8w/Hdd8BzzwEjRjDu5733mPXt5En2nzgBJCbSagQwlmfoUM7J8OFsO3aMcSX16gE//BCrdxXg\n5EkG/odixAiKl/vvD7QdOgTs3x94PWkS3f1UKTLy5g2dgS0SXHFSKoxfiJu4IBKXtqSk8PsyDMMI\n5pSCR1UVwM+e13+q6pIwmxiGYRgxZvZsXrg3aJDZI8manErw7NsHLF4MNGwI5MjBDGW33MKCmWPG\ncJ158xifcuGFge1uvBEYMgR44QWKneefZ+zKiy8yY9zEidzOFU3R5MQJWvwqVgSOHg20JyczdTnA\nzGdffknxtXEjx1itGmNrduzgOi+8QFfIuXNP7c4WCW62vI4dQ68TiYVn2zaKs0OHAjV8DMMwIiHS\npAULRKS2qp7C4zk29O3b93/PExISkJCQkBnDMAzDOGP47jumBz7b3dXSS7lyvMA+fBg455zU/VOn\n0iXQ2yfChAeff04XuW+/pcAJpmFDuhk2bkxrxPz5dHkbPpzxVgUL0ho0enR052/0aCB/fu7/p5+A\ndu3YPmAAhdcLLwA7d9LNcdky4O23WYSzdGnGIQ0dCjz5JEXOAw9wH4UKZVzwAHQPDEexYoHipBdf\n7N+/cyfFY8mS9rk3DANITExEYmJiROtGKnjqArhdRDYBOAS6oqmqVk3XCNOIV/AYhmEYwPTpKdMD\nG2kjRw6gfHle3Neqlbp/4kQmKwimbVugZ09g2jRg2DBgwQL//X/5JZMYdOxIsQNQVBw8SKtK7doU\nFK1ase/oUbYXKJC+97N2LbPx9ehB69T331PwzJzJz8lbbzFr35tv0uLy8MPMUDd7NkVOtmws0Nqq\nFcVF69bMeFawIBM8xJpixYA5c3iu/BIb5MrFelLz5pk7m2EYJNgI0q9fv5DrRpq0oBmA8gAaA2gF\n4EbnMVIEoeN17D6NYRhGGjh6lBfqwSmCjbTRpIl/VjXV0IInf35mvUtIAF55JfTF94UXAo88ktLd\nzSVXLrq4vfpqoK11a17s794derxjxgDPPsvsfACtUx9+CMyYQYvSP//Q8tSmDTBuHAXUiy8y1uuR\nR5gaumdPbluyJN0hV6+m1alBA2ZSmzuXArBBAyZo+P131rWJNaVKMXbIz53NpUQJZh70swAZhmGE\nIyLBo6qbwDTUjZ3n/0a6rYgMBzALQCUR2SwiXUWkjYgkAagH4CcRGZ++4RuGYWR9Jk6kNSBSFi9m\nnIbfnXAjch54APjgA2DXLgb6z58P1KlDIZMtW2hXroEDmYntvvvSf+ybb6YL1/LltMjMmgW0b8/4\nHz927wa6dKFlaeBAtj33HMfasCGzw82dSxe8YsU49sGD6brWoQNdwOrVo2XLZfRo1iPKmRO46CIK\nrmHDKHjy56fA+vVXurXFmtq1eR7CFTCtVo1udyb0DcNIK5GKlj4AngbwrNOUExEWHlXVTqpaXFVz\nq2ppVR2iqj+oailVPUdVi6nqDekbvmEYp5sFC4Brr41OlXqDweu33ca4ioUL/dfZvp3pj13mzg1/\nYWhERqVKdAG79FK6bjVuzIvpfv1YRDRUnEixYnQXy0gcSfbstOqMH8+5bdCAouXbb/3Xf+stxmx9\n8gnjYfbsAb74gkKpVy+6pXnFTLt2wEMP0R0td27/febKRWHjUr8+x1KnDl+3apXxwqyRUqECM8N1\n6hR6HTcbXqNGp2dMhmHED6IRXLWIyCIANQAsUNUaTtuS0xHDIyIayRgNwzg9fPgh74wvXGh3WqPB\nzJk8nw89xLvX06fTuuDl+uuByZNZmDF/fhbDrFePma+MjKEKrF/PtMen22L21VfMlla4MFNF9+xJ\nt63p0+mu1ro1LTWDBlEQzZ/PbGq1a1PElCgRWiAdOkTh1qsXULRoZOOZN4+xR++8c2YmBUhO5hhd\nQWYYhuFFRKCqvr9ekcbwHHNUhzo7DFNT2TCMeGb7dj6OG5e54zgT2LKFoq95cxZDTA9jx/JO+t13\n8+L73ntTWs8OHAD++IN3tQcPZtucOWbhiRYitC5khntgvXqMkZk4kZ+h7Nnp1vbtt8CjjzLJQM2a\nFEOdO1PsAED//sDff9MKFYp8+YA33ohc7ABMaf3uu2em2AF4I8DEjmEY6SFSC88TACqCRUf7A+gG\nYLiqvhfb4ZmFxzBONyNHMtD6mmv8+7t04d3n7dtTV50/27j3XrpCnX8+Y0EmTAAqV065zrFjjE0I\nVTekShXg00958XvwIC86P/qIQfEA008PHcq6KAkJLHRZpw6wdy9jL4ysi2rAmpecTKExdy5jcsqU\nYXxPjhxMx3zBBaktf4ZhGEaAcBaeiNJSq+pAEWkKYD+ASgB6q+rkKI7RMIwzgMOHGeB82WXMAuZH\nUhLjAsLdXQYYEF2tGlP/xiPJyUz9u3AhM0yVKcMYg++/ZywEwAva66+n29ro0YEUxC4bNzIY3b1r\nnT8/3Zpef51xUiLAlCnMFla5MoPUr76aViUTO1kfESYGOOecgFWldm1afYoXD8TkXHRR5o3RMAwj\nHkjL/aKlAKYD+M15bhhGnDF7Ni0M27cHqq4Hk5TEooluZis/duxg0PSAAan7DhxgwcNYVJqPJqrA\n++8DL70E/Ptv6v6FC3nX3U1L3KkTg8hvuon1TFSBESNo3ZkxA+jWjTEYXr7/noUrvXfu776b6YXv\nv5/n6NdfA0Hajz0GPP00RakRH7RqxfTYXmrUMJFjGIYRTSLN0nYPgDkA2gJoD2C2iHSL5cAM42wh\nOTk6+zmV5+c//wB33RXacgMw3XHdukxLu3ix/zGSkhhLcNFFTKvrx8SJDKhe6nNrZOpUXrh/8IF/\nKubDh8O/j2hx8iSPv20bXy9YAKxcGej/5BMKl0WLGF8RXB9l8mSgadOUbc2b8/29/z6LTD7yCAPA\n69ZlUcg2bVgg0uWbb5ihzUvu3LTqrFsHtGhB17UqVQL9zzzD+A7DMAzDMCIjUgvPkwBqqGoXVb0L\nQC0wTbVhGBmkVCmgb9+M7UOVqXWvuy608Bk2jBmYnngi9H6WLmUa2osvZuaqYP76i+43+fLR5SaU\nFWjxYlak37QpdZ9bmb5nT1pFDh0K9E2YwODxY8dCjzFafPYZBUm9esAtt9Ayc911LOx49Cjrm3z0\nEWOaGjQAqlZNmRraT/AAPH9//MEg82HDArFQbdsCffrQVW3hQi7btvmn2C1QgNaflSsZJ2SxG4Zh\nGIaRfiL9G/0bwAHP6wNOm2EYGWDzZl70/ve/wP796d/P6tUMeN+yhf7/fkyfzuD4efP8xQwALFnC\nC/vy5YENG/zHW7o0nxctGlrwrFpF8fDPP4Gq8C4LFrD+B8Dg7J9+CvRNncrHcFaoaPHll0wGMHAg\nq84vX84ijWPGAFddxfNQpw7FRv/+wPDhQMeOHOOWLXwfbl2QYHLmZHKH665L2X7PPcB77zEmp0sX\npgzOESKSsmBBnu/XXovimzYMwzCMs5BIBc86AH+ISF+nCOlsAGtEpJeI9Ird8Awjvhk3jmlob7iB\nrk+h2LmTVqC//vLvdzM7tW1LK4kfixbxQr5JE8aUBHPiBC0KVarQwuMKnq1bgYoVae1ISgrErIQT\nPFu2BNzedu5M2bdwIS1EAAP6XYsPQKGTP3+g7dNPKQqizaFDHEfjxrTuDBpEgVGkCK04TZvSpc1L\no0bMmHbbbYyh6d498D7SQrt2wKhR3MdDD0Xn/RiGYRiGEZpIBc96AD/AqcMD4EcAGwEUcBbDMNLB\n0KHAfffR1emdd2gR8eORRxgQ37atf//cuYy7adWKloijR5l8oEEDCqrt27lccgkFzbJlgW03bqRF\nZsUKWjoKFEjp0vbOOxQvffrQOlSxItvDCZ5t2+jydv75KUXazp1MADB5MkVX1aopx7JiBXDHHQHB\n89xzrDC/b1/oc5icnPY4qHnzeOw8eVL3FS3KLGklSqTuS0gAfvyRIumll9J2TC8NGwIvvBCwdBmG\nYRiGETsiEjyq2i/cEm5bEflMRHaKyBJPW2ERmSQiq0Vkooicm9E3YhhZjaNHGTNTvz4LH7ZrR1Fx\n/DjFjZsQ4NgxYPx4uqr9+SctE8HMmcPA+Pr1KTTatKGr1AMPMCtat24UOtmzM9Zn9Wpud/AgM0JV\nrUprQ+vWbHdd2lQZQN+vH9Plvvoq1wdovXEFz/79AVe6o0d5zPPOSy14ZsygEKtVi2KsQoWAsDp0\niKKsfXsKnq1bKWQaNqSg8yM5mcd5Oo0RhbNnM3YnPVx1FZMumFgxDMMwjKxBpFnarhSR70VkgYgs\ncZcIjzEEQLOgtmcATFHVSwBMBfBs5EM2jPhgyRJaS1y3qAEDGD9y+eUMmG/bloJj5kxaZooWpRvV\nhx+m3M+xYxRONWvydd++dGt77TXWy+nfn6/deJKKFQOZwiZM4IX/c88B554LvPwy2wsVYhzKhg3A\nmjUUKL16se2GG7hO0aIBd7WXX6bYci1JRYsy9sUreHbvZqrl7t0DYy9XjokNTp6klalSJQqiJUuY\njtktwBgqG9y0abQYff11IFnDL79Q6Lmizo+MCB7DMAzDMLIWkbq0fQUKl3YAWnmWU6KqMwDsCWq+\nCcAXzvMvALSJcByGETe4VhmXwoWBxEQKlVWrgL//Zt2WKVMC2cDuvpu1XfbuDWz3++8UCvnz83Xj\nxhQibkB9zZrMNPbkk3xdvjzd2E6eBCZNYirlvn2BsWOZEtmlfHlmGatVi+2NG1NcnX8++70ubZMm\n0R1u4kTuu3hxtnsFz5AhzITWrl3gGOecQwvN1q10Z7v8cgqvokWBwYOZ4ax48UDq6GC+/JLnSyQg\n4gYOpFBr3JipnQ8dogVo+nT2q5rgMQzDMIyziRD5gVKxW1XHRPG4F6rqTgBQ1R0ickEU920YWYI/\n/gikLHYpV44LwDiRkSPpBtanD9uKFqVAqVePgujOO3nxfu+9Kfdz4YUpX3tFRt68LJiZlESB8thj\n/uO74gpmFPNaZLy4gufwYYqNAQOArl3Z58YaeQXP5MlMRR1M+fJ0a3MFD0CRNmIEkwnMmEHh4jJ2\nLGvRlCpFsffaa7QITZ1K69W8eUyL/dNPTAFdtChF1Oef8xgHDtD65GabMwzDMAwjvolU8PQRkU8B\n/ALgqNuoqqNjMqog+nqKlCQkJCAhIeF0HNYwosK+fYzJKVmSVpi//2bw+2+/hY896dABaNmS8TH1\n6wfaX3mFAuihh4D/+z9e1IcSJaGoUIGCIDmZMT1+JCTQKtMs2CHVwY3hWbuWIq1DB6bXXruWSQ8A\nCp6lS3mcuXNTWrRc3AQJK1awMCrAxzlzGC+0YQPPlcvLLwNPPUXB1qkTUKwYrTk//0x3u5w5aRW6\n7z7gssu433vuoXXsiy84poYNaRUyDMMwDCNrkpiYiMTExIjWjVTwdAVwKYCcANx8SAogvYJnp4hc\npKo7RaQogF3hVu6b0aqMhpFJqFK0uBaVEyeY+vjee2mhcC0aflSvzqQCtWqlTH/supoB6XfLql0b\nePFFWn5CXfjffjutQQ0b+vfny8fECHPn0qWuWDGKm86dKTCAgIVnyxbuK9jy5L6fYAtPy5ZcgJQu\nbcePM6tbhw7cn0ujRnTZmzOHMUAuDRsGxn/ffbRANWgQ+j0ZhmEYhpE1CDaC9OsXOo9apIKntpNg\nIL2Is7iMAdAFwOsA7gLTXBsGAF7k//Yb0KJFZo8k40yfDuzZw/eTzYmYU6VlpkaN8FYGEQqFWNCx\nI/Cf/9BCEors2ZkxLRxFizJxwCXOr0Pu3MC33wb6XcGzZk1gnWDKl2cq7S1b+DwYr+BZu5aWMq/Y\nAeieVrAgLVKhROBVVzGz2pAhARdBwzAMwzDin0iTFswSkTD3okMjIsMBzAJQSUQ2i0hXAAMANBWR\n1QCaOK8NAwBdtlq2ZKHMrM4PPwC33hoQOwCFTOfOjJE5FQULcok2NWrQ1c5NbJBeypRhprdKlfz7\nixWjkFmzJvQ6VavSva5iRbqj+e1jxw4KxSVLQp+3du2Yvjs4LspFBBg9mrE+Zcqc+r0ZhmEYhhEf\nRGrhqQdgkYhsBGN4BICqatVTbaiqoe4hN4nw2MZZxtixvKhdsIBuXVkVVaaZHjEis0fiTzSEVPXq\nTAMdap7KlQM2b6a7WijB47qxuWmzg8mTJxD7tHRpaMHz7LMsmhpK8AAUVW7hVMMwDMMwzg4iFTzN\nYzoKw3DYv591We69l3VbsjKTJ9MtLCuLtlNxyy0UdaHeY548tNBMmsR00X6IMHNajjC/Rq5b29Kl\ngcQGwRQqBLzwQtrGbxiGYRhG/BORS5uqbgJQCkBj5/m/kW5rGGlhzRregS9WLGsKHlW6X23YAHTp\nArz7bnxnA6tTh3OWLcyvQbVqjL2pVi30OvnzUxyFonhx1uoJ59JmGIZhGIbhR0SiRUT6AHgawLNO\nU04Aw2I1KOPsZf16Bq5fcEHWFDyvvAKUKAFUqQL07h06pfPZRIsWzEyXkbiZypXp6njokLmkGYZh\nGIaRNiK10twMoDWAQwCgqtsAFIjVoIyzF1fwlC1Ly4Efy5YBTZpQXMQa12ITCbt3A2+/DWzcyMxs\n998f27FlFbp3Z/xNRmjZEvjwQ+DGG+PbYmYYhmEYRvSJVPAcU1UFa+9ARPKdYn3DSBeu4KlfH1i1\niq5QXo4fZ3B706bAoEEMiI8lzz9P97ovvwy0/fors6wFH/uNN5juuXRppmc2okfjxsD33zOVtmEY\nhmEYRlqIVPB8JyIfAygkIvcCmALg09gNy4g2qpk9gshwBU/u3MBzzwFPP52yf8oU9j/9NAtN3nQT\n0yunhRMngGeeoaAKx+HDwAcfMJVx795AcjILW3bqBBw5wsKcy5Zx3W++AYYOZaYwI/qIAG3asK6P\nYRiGYRhGWog0acFAACMBjAJwCYDeqvpuLAdmRI/9+xlUfvJkZo/k1KxcGShQed99zHR25Eig/7vv\nmBkMoGi5/HLgnXdS72fHDtZ28WPWLOD11+lqFU4Izp/PsbRpw3THo0bRperDD1ko8+qr6VpXvz6z\ng02ezPgdwzAMwzAM48wh0qQFr6vqZFV9UlWfUNXJIvJ6rAdnRIc5c/h4picB2LGD1hdXNJx7Lq05\nrhVlzx6mQO7Qga9FgB496OrkZfduoFYtoFUrWoSCGT+eYmnvXqZKDiV6Zs8G6tULWBduuYUpkdu0\nYQrl/v1ZX6ZbN2DevPhOP20YhmEYhpFVidSlralP2w3RHIgRO1zBsHVr5o4jFKosXjl6NK0m3qD0\n8uUpLACKk3btUlpR6tShG9z27YG2Xr3odvbjj8wQdu+9KUXNzz/TUvPDD8CwYRRQf/2Velyu4AEo\ndrJnB556KuU6RYoA99zDGjCGYRiGYRjGmUdYwSMiPURkKYBLRGSJZ9kIYMnpGaKRUTZs4OOWLZk7\njoMHgdatgapVKThcEfLBB3QNe/BBigcvd9xBIXTwIPDpp4zb8ZIrF3DnncB77/H1pElMKtCnD4/1\n99/AzJkUPwBF35YtQN26QLlydG8rVozH//fflPv2Cp4rrqD16YILontODMMwDMMwjNhyKgvPcACt\nAIxxHt2llqreEeOxnfHs25cyvuRMZeNGxqIsXpy54/jxR9ZSue02Zl9LTARWrwb69gXWraOVpVWr\nlNvcfDNr2dSuDVSo4F+D5fHHgU8+oeveHXfQapM/P/sKFKCF6KWXKLDGj2eGtxw52J8vH4uDVq6c\nUkxt3syMcGXLxuBEGIZhGIZhGKeNsIJHVfep6p+q2lFVN3mWf6JxcBF5RESWOkvPaOzzdFKoEPDo\no5k9ilOzYQNdvP74I3PHsXAhMGAAs6/16sXnTz3FjGvlywPnnee/3RdfAKVKha67c/HFTHBQty6z\nqSUkpOxv3ZoJG/r3Bz7+GGjfPmW/CPD++8CIEYHMbVOmMBWy1XwxDMMwDMPI2kQawxN1RKQygLsB\nXAmgOoBWIlI+s8aTVlzLzrFjmTuOU6FKC8+NN546DXOsWbGCWdUABv9v2kRh8dBD4be76CK6qjVq\nFHqdV15hLI/fvkSAr75iYoGaNZl0IJhChYCHH2b2NoDHa+oXuWYYhmEYhmFkKXJk4rEvAzBbVY8C\ngIhMA3AzgIGn4+A7d3KpWjV92y9xIpj8gt3PJHbupHvXFVcA27axtsw5qJXEswAAEuNJREFU52TO\nWJYvDwiePHlocTp+nM8zSrZstPSEokoVxgKF46GHgEsvBQYPpuAZNCjj4zIMwzAMwzAyl0yz8ABY\nBuAaESksInkBtABQ6nQd/JFHgGrVUgeqR8q8eXSdmjuXBSnPVDZsYHB+zpwUd3Pn+q934gTwxhux\nc3s7cIDpor0xMeeee2YVkixcmGmv33+faauLF8/sERmGYRiGYRgZJdMsPKq6yqnlMwXAAQCLAJzw\nW7dv377/e56QkICE4CCNNHLwIDBxIuumfPop0DMd0UPz5zNV8Ztv0lWrSpW070MV+PprIG9e4Kab\n0h8vkpxMS06xYqn7Nm4MWD6aNWPhzmuuSb3eZ58BH30EvPUW01j7xdMsXswMZy1bpn2MixbxHGXP\nnvZtTyd163KshmEYhmEYxplLYmIiEhMTI1pXNFyp+dOIiLwKIElVPwpq12iPccgQujcNHAg0aAD8\n/rt/9q9wVKtG16eBAylWbr897eMYO5ZuVAULMv3xBx/QEpNWnn2WCQD84k769GHA/iuvsFZN5coU\na+XKBdZR5ft5+21aOHbsoBDzCrD9+5kl7eBBYMYMxsIEo8q00iVLAv36pex74w0gKSmQPtowDMMw\nDMMwooWIQFV9zQeZ6dIGEbnAeSwNxu98fTqO+/XXQOfOTNXcuzcD6E+ejHz7w4eZVrlqVaZLnjEj\n9Tr79wMdOzKL2/jx/q5zAwYA//kPa8Fs28aUzAcPpl5v5EiKFD8OHGDmsU8/ZYHNnTtT9i9dyvgd\ngBagV14BrryS1qnvvqNImTOH40tIAF57jW5wrVoxbbSrNd97D7j+eo45VLa02bOZevrzz1ncc+9e\nZk978EFg6FAWATUMwzAMwzCM00mmWnhE5DcARQAcB/CYqib6rBNVC8/u3bRUbNvGGizJySw62awZ\n0yO7qDKuxc/iMns20KMH0yxv2EA3qKVLgaJFA+s89BCPceWVwIQJXLdJE+Cdd4DSpfm6TRtunz07\nj3XPPcCuXbT8uK5fX37JFM4iFD7XXptyLO+/T2EyYgSFyH//S6vOnXfSVa5kSeC33/ieXXbsoEvf\noEFMIpAzJ8Xf88+z/8gRiqiPP6aoe/99BvPPnMn9XXwxMG4cRd2CBXyvuXNTRFatCtSqRYtX+fK0\nnOXNS/HzxRdnvkubYRiGYRiGkfUIZ+GBqp7RC4eYNg4cUG3fXvWBB1RXrUrZ99FHqrfemrLtzz9V\nzz9fdckSvl63TrV6ddX8+bl+cnLK9QcNUr3vvsDrZ55RbdcusN6sWarFiqn+809gnb17VV99VfWC\nC1Q//VS1WTPV/v1T7vfYMdVGjVR79FA9fJj7LVpUddky1alTVc87T/XBB1VXr+b6J06oVqigOm1a\nYB9//KHapo1qyZKqvXqpVq0a+jz9+69qp06qgOqWLan7jxxRbd5ctXBh1e7dA+3ffKOaK5fq5Zer\nXnWV6u23872ee67q7t1cZ+hQ1aeeUj1+PPTxDcMwDMMwDCMaOJrBV0+cMTE8ofCz8EyZQtcvv3oq\nANC9Oy051avTFevttwMxNg0a0JLTunXKbT7/nAH7//d/dPfq0QNo3hy47Ta6hA0eHEjn3LQpj+EW\nsDx8mIkA9u9n27BhPObNN6ce2/z5LLZZqRKtPblypezfu5djmzePLmQff8w6NAAtM++9x7G0aMFx\njRxJl7jghAe//ELLzIsvAjVqhD6/qsChQ0xd7cfRo4xxql8/5Vj//Zfn48gR1sfZs4fufcOGhT6W\nYRiGYRiGYcSCcBaeLCd4fv4Z6NqVtVt69gQefzzl+mPHsn3xYiYDWLqUwujmmxlTc+ONDJ7PEZSf\nTpVC5P336RrWqxfb//2XsTGrVrF45f79FCQbN6asZ5OcTDEzYgSFyJ13pv89HzvGcdes6Z+57dAh\njnXGDLq8VauW/mNFgz17eN7btOE5NwzDMAzDMIzTSZYXPNWqKR5+mAKgWTPghx+AMmUC1prq1Rlf\nUro06+t89x3QsGFgH//8Q0vNL78w/XKXLmkbgyqFUJ8+jLUZOtTfemMYhmEYhmEYxuknywueUaMU\nffsCq1czw1rbtuxbvRq44w7g+HHgqquANWvoutatW+r9JCfTEuFXXyZSDh3icuGF6d+HYRiGYRiG\nYRjRJcsLHlXF0aMULN5MaIZhGIZhGIZhGHEheAzDMAzDMAzDMPw4YwuPGoZhGIZhGIZhxBITPIZh\nGIZhGIZhxC0meAzDMAzDMAzDiFtM8BiGYRiGYRiGEbeY4DEMwzAMwzAMI27JVMEjIo+JyDIRWSIi\nX4lIrswcT1YhMTExs4dgxBCb3/jG5je+sfmNb2x+4xub3/gl0wSPiBQH8DCAmqpaFUAOALdl1niy\nEvaFjG9sfuMbm9/4xuY3vrH5jW9sfuOXHJl8/OwA8olIMoC8ALZl8ngMwzAMwzAMw4gjMs3Co6rb\nALwJYDOArQD2quqUzBqPYRiGYRiGYRjxh6hq5hxYpBCAUQA6ANgHYCSAEao6PGi9zBmgYRiGYRiG\nYRhZBlUVv/bMdGlrAmCDqv4DACIyGkB9ACkET6iBG4ZhGIZhGIZhnIrMzNK2GUA9EckjIgLgOgAr\nM3E8hmEYhmEYhmHEGZkZwzMHdGNbCGAxAAHwSWaNxzAMwzAMwzCM+CPTYngMwzAMwzAMwzBiTaYW\nHo0HRORmEUkWkUpR2FdhEZkkIqtFZKKInOu0FxKR0SKyWERmi8jlPtueIyI/ichKEVkqIq95+nKJ\nyDcislZEfheR0p6+Z532lSJyvaf9XBEZ4bQvF5G6GX1/WZEoz+8bzvlcJCKjRKSg015bRBZ6ljY+\n29r8RhFnTr/wvM4uIrtFZEyU9p/qvItIJWd+FziP+0Skp8+2jzlzskhEJotIKU/fXSKyxvmN6Oxp\nr+kUcF4jIm8H7e9hEVnlfG4GROP9nenEcn5FpImIzHN+j+eKSCNP3ysisllE9ofZvpOz7SIRmSEi\nVT19zZ25WiMiT3vayzq//atF5GsRyeHpu8X5vCwVkWEZfX9ZDRE5EKX9+P5WOn3ZnO+t7+cn1G97\nuP2Gmmun71VnrpeLyEPReH9ZlWjMr4gUEZGpInJARN4N6uvo/HYuEpGfRaSIz/b2mxwPqKotGVgA\nfAtgGoDe6dg2W9Dr1wE85Tx/GsAA5/kbAF50nl8CYIrPvs4BcK3zPAeA3wA0c173APCB8/xWAN84\nzy8HXQpzACgLYB0CVr+hALp69lcws891HMxvE7cNwAAA/Z3neTztRQHs9NnW5je683oAwHwAuZ3X\nzQEsADAmCvu+LNR59342wLpjpXy2vxZAHuf5/Z75LAxgPYBzARRynzt9fwCo4zz/2fPZaARgEoAc\nzuvzM/vcx8H8VgNQ1HleGcAWT18dABcB2B9m+3qeeWsOYLbnM7EOQBkAOQEsAnCp0/ctgA7O8w8B\ndHeeV3TeZ8GzaX6DzmfIc52GfYT9zgJ4DMCwUJ8fhP5t9/0NPsVcdwEw1LPvs25OYzC/ecGkWPcB\neNfTnh38vy3svH4dPv/19pscH4tZeDKAiOQDv0R3A+joab9WRKYJ78ivEpEPPH0HRGSgiCwE//i8\n3ATAvSv5hfMa4I/mLwCgqqsBlBWRC7wbquphVZ3mPD8B/rmX9NnvSACNneetwS/uCVX9E8BaAHVE\npACAhqo6xN2fqoa8YxmvRHt+VXWKqiY7L2fDmR9VPeJpPwdAMoKw+Y0J4wG0dJ53BPC12yG0us0U\nkfnOXfiKTvtvQXfkZ4hIlaD93gSf8x60ThMA61U1KXhQqjpNVY84L2cDKOE8bwZgkqruU9W94J9m\ncxEpCqCAMi4SAL4E4FoJ7wdvnJxw9v1XBOclXojJ/KrqYlXd4TxfDiC3iOR0Xs9R1Z3hBqWqs1V1\nn/PSO791AKxV1U2qehzANwj8BzQGyzgA/K6783sPgPfd7+9ZNr8u4vwmj/U0vOfebReRjSLS15nr\nxeJvrQ/5nRWRkgBaAPg01ABC/bYjxG8wws91DwAvefZ9Ns6plwzPr6r+q6qzABwN3rfzWEBEBEBB\n8EZU8Pb2mxwHmODJGG0ATFDVdQD+FpHqnr7aAB4E7xxVEJG2Tns+AL+rag3nC+jlQvfP0vlDvdBp\nXwygLQCISB0ApRH4QU2FsMZRKwBuIdcSAJKc/Z4EsM8x2/6v3WGr03YxgL9EZIhjxv9ERM6J6IzE\nF9GeXy/dwAsyAJxXEVkGzvX9nj/PVNj8RgUFLzI6ikhuAFXBO3IuK0FRWAtAHwD9nfbBALoCgHOR\nnEtVlwXtO9R593IrPBfgYbgbgc9JqP2WALDF077Fc7xKAK4RukP9KiJXRnDMeCCW8/s/RKQ9gIXO\nRWt6uAeh53cLgBIich6APZ7fhOD5vcQRZrNEpFk6x5HVUWcJxS5nrj8C8KRPf7jv7FvONpEGPHcD\n7+iH26/vXDvPywO4TeguOU5EKkR43Hgmo/Prv1OKjgcALAXn4DIAn51iM/tNzqKY4MkYHcE/VYAu\nB508fXOcuzcKXthc7bSfBDA6jccZAKCIiCwAL7IXAjjht6KIZAdrGb2tqpvcZp9VNUx7DgA1wTuH\nNQH8C+CZNI45HojJ/IrI8wCOq6fIrnNnuAoopJ4TkVwhtrX5jRLOhWxZcJ7HIeX5KgRgpIgsBS94\n3Li5kQBaOvPQDXQNDCbUeWcnrQGtAYwINz4RuQNALQD/OcV+wx0vB4BCqloPwFMAvgt3zHgihvML\nABCRyqBQui894xPG/nQF3ZeB8PMb3Oed3woArgF/nz4VT/yI8T++dx7ng25kwfieexFpCV5ML4L/\nPKTcSeC33b2ZkZ7vbG4A/6pqbdCq9Hm4YxoATj2/vghj4XoAqKaqJUDh81yY9e03OQtjgiedOHfQ\nG4N/MBsAPAHgFs8qwXcj3NeHnYtkP3aKyEXO/osC2AUAqnpAVbupak1VvQu0/GwMsY9PAKxW1fc8\nbUkASjn7zQ76mO4B7zqU8qxXEjTnbgGQpKrznPaR4AXyWUOM5hcichfoHtHJr99xWTwEINhNysXm\nN7qMAf+8gq0tLwOYqqpXgNa0PABdCwFMBq1/HRBUKNkh1Hl3uQHAfFXdHWpQItIEwLMAWnmsB1tA\n627wfsMdbwscAa6qcwEkOxaDs4VYzK/r5jQawJ2Oq1KacNzmPgHQ2vmuAiHm13F5KSQi2bztnm1+\nVNVkZxyrwbies40TYDyGS56gfteV6ST8C66H+g41ANDK+Q/4GkAjEfnSbwAhftvD/Qb7fZcB/p67\n39nvQevk2U5G5zcU1QGo5zv8HYCr/Fa03+Ssjwme9NMBwBeqWk5VL1bVMgA2ikgDp7+OiJRx/qRu\nBTDdaQ93h2gMGLAIAHcB+BH4X0atnM7zewFMU9WDwRuLyCtg8OpjQV1jnf25457qOd5twixf5cA7\nha4PepLHF/Y6ACvCnYw4JOrzKyLNwTs6rVX1qKe9rCNUICJlQJP3nz7b2/xGD3eePgfwkhOL4eVc\n0D0BcFycPHwG4F3wXO712bfveff0p4gnSTUwkRqga0ZrVf3b0zURQFPn96AwgKYAJjrur/sdt0gB\n0BnObweAH8D5hTPfOYP2Ga/EbH6F2TN/AvCMqs4+xfFTdzCL4ihQLK33dM0F3WPLOBbe2xCYx6ng\ndxvw/DeA89vY2e/5oNjZEOrYcYoC2ATgchHJ6czPdWncR6jfyudUtbSqXgzOx1RV7Ry8cajf9lD7\nhf9cuxngvN/ZBFDEns1EY369eL+bW539uoKjKejumnID+02OD/QMyJyQFRfwD+j6oLaHALwPZvSY\nBl6IrgRdh9x1wmXvKQLGZawG7zIWctrrAVgDXpSOhJMFJGjbEmCw+3LQ5W0BgG5OX27wzsVaMOCu\nrGe7Z8FsMSu97wfMRDQXzB4z2u+Y8bzEaH7Xgj/cC5zFzax2B4BlTts88A6SzW9s5zfVPDnzOsZ5\nXs/5Hs4HA4g3BK27EkDTMPsPdd7PAbAbDGgNte1kANudOV4I4AdPXxdnntcA6OxprwW6Y6wF8I6n\nPSeA/3P65sHJ9BfvSyznF8DzYBY4d34WwMm0BGZ5SgLvSG+Gf8anwQD+9mw/x9PX3BnXWlBQue3l\nwBikNaB7bU5P35vO78JiOJnczpYFvOu/23PuVwOYAP5PdnbaNwAo4jyvBYoWv335fmf9Pj8+fb6/\n7eH2G2auXUG9BMBMAFdk9nmOk/ndCOAvAPud76abFe8+8NpqEShKCvtsa7/JcbBY4dEYICLXAnhc\nVVtn9liM6GPze3YjIsXBP9VLM3ssRvSx+c06iEg1AB8r4yGMOMPm14gm5tJmGIYRISJyJ4DfESaw\n1ci62PxmHUSkO4CvQIubEWfY/BrRxiw8hmEYhmEYhmHELWbhMQzDMAzDMAwjbjHBYxiGYRiGYRhG\n3GKCxzAMwzAMwzCMuMUEj2EYhmEYhmEYcYsJHsMwDMMwDMMw4pb/B+2YdtOI5+/wAAAAAElFTkSu\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f018505f5f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Now plot the time series.\n",
    "fig = plt.figure(figsize=(14, 7))  # size in inches\n",
    "for c, ind in enumerate(indices):\n",
    "    ax = fig.add_subplot(len(indices), 1, c + 1)\n",
    "    time = Time(fvcom, figure=fig, axes=ax)\n",
    "    time.plot_line(fvcom.data.temp[:, 0, ind])\n",
    "    time.axes.set_title('Sea surface temperature nearest to position {}, {}'.format(*xy[c, :]))\n",
    "    time.axes.set_ylabel('{} ({})'.format(fvcom.atts.temp.long_name, fvcom.atts.temp.units))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
